K12-KGraph introduces a curriculum-aligned K-12 knowledge graph, benchmark, and training data showing current LLMs achieve under 57 percent accuracy on curriculum cognition and that graph-guided supervision outperforms generic instruction tuning.
LatentOmni replaces text chain-of-thought with interleaved audio-visual latent reasoning states to preserve dense sensory signals, improving joint reasoning over explicit text baselines.